So, the wedding announcements of The New York Times. Call them what you will -- "matrimonial moneyball," "sports pages for women," a social strain of a "mergers and acquisitions" report -- because their official name is misleading: Those little paragraphs offer much more than simple announcements of weddings. They offer, in the aggregate, documentation of a changing society. As women's liberation came along, as society shifted toward a more career-based notion of success, as same-sex relationships gained more and more mass-cultural recognition, the wedding announcements have been there to record all the shifts. The Times, as it were, has been ON IT.

There's a longstanding tradition, among the media and across Sunday morning brunch tables, of making fun of the announcements, what with their "a daughter ofs" and their "was graduated froms" and their Muffies and Buffies and many, many mentions of Harvard. But the very thing that makes the blurbs fodder for mockery -- the formulaic social coding they engage in -- is also the thing that gives them their documentary power. The announcements offer little notes from The New York Times to its readers that say, effectively and fairly explicitly: This is what we value. This is why your marriage is news. This is what makes you matter. The announcements announce, but more to the point they insinuate. They tell you how to succeed in society. Love them or hate them -- or, like many readers, hate-love them, or love-hate them -- those weekly little blurbs function as a de facto index of social transformation.

Which is another way of saying that The New York Times's wedding announcements are also data sets. And the information they contain reveals the assumptions embedded in contemporary notions about love and partnership and social success -- assumptions about who exactly constitutes, as David Brooks famously put it, the nation's "cognitive elite."

I mention all that because this week the engineering team over at Rap Genius, the lyric-annotation service, released WeddingCrunchers.com, a searchable database of nearly 60,000 Times wedding announcements published between 1981 and 2013. Think Google's Ngram Viewer, but for marriages. As Rap Genius explains it: "WeddingCrunchers lets you measure the frequency of specific words and phrases in these announcements. When you search for a phrase (technically called an n-gram), you get back a graph displaying how usage of that phrase fluctuated over time."

Wedding announcements and data-mining: a perfect union. The project does exactly what Google's version does for books, transforming prose into data that can, in turn, offer its own kind of insights. So a key-worded search on WeddingCrunchers suggests, for example, the major shifts in marriage age that occurred between the early 1980s and today:

And another suggests the broadened demographics of the people whose unions the Times deemed fit to announce:

It documents the rise of Teach For America:

And a slight decline in mentions of divorce:

It documents the moment that the Times first saw fit to mention a woman not taking her husband's name:

And the moment when the paper, long before the Supreme Court, began recognizing the validity of same-sex unions:

WeddingCrunchers' graphs, it should be noted, aren't necessarily fully scientific. Though the WeddingCrunchers corpus works precisely because the Times's announcements are so formulaic, there are always exceptions. This is journalism, ultimately; and journalists tend to find ways to challenge formulas. So the above search for "divorce" may paint a revealing picture of how Americans have seen fit to talk about the dissolution of marriage between 1981 and today; that doesn't mean, however, that the Times has used that specific keyword in all its announcements. WeddingCrunchers deals with key words, not concepts. So caveat datalector, etc.

That said, though, the corpus here is ripe for playing with, and wonderfully instructive about the changes of a dynamic society. And it makes, regardless, a much more fulfilling game than this one.

About the Author

Most Popular

Two hundred fifty years of slavery. Ninety years of Jim Crow. Sixty years of separate but equal. Thirty-five years of racist housing policy. Until we reckon with our compounding moral debts, America will never be whole.

And if thy brother, a Hebrew man, or a Hebrew woman, be sold unto thee, and serve thee six years; then in the seventh year thou shalt let him go free from thee. And when thou sendest him out free from thee, thou shalt not let him go away empty: thou shalt furnish him liberally out of thy flock, and out of thy floor, and out of thy winepress: of that wherewith the LORD thy God hath blessed thee thou shalt give unto him. And thou shalt remember that thou wast a bondman in the land of Egypt, and the LORD thy God redeemed thee: therefore I command thee this thing today.

— Deuteronomy 15: 12–15

Besides the crime which consists in violating the law, and varying from the right rule of reason, whereby a man so far becomes degenerate, and declares himself to quit the principles of human nature, and to be a noxious creature, there is commonly injury done to some person or other, and some other man receives damage by his transgression: in which case he who hath received any damage, has, besides the right of punishment common to him with other men, a particular right to seek reparation.

Writing used to be a solitary profession. How did it become so interminably social?

Whether we’re behind the podium or awaiting our turn, numbing our bottoms on the chill of metal foldout chairs or trying to work some life into our terror-stricken tongues, we introverts feel the pain of the public performance. This is because there are requirements to being a writer. Other than being a writer, I mean. Firstly, there’s the need to become part of the writing “community”, which compels every writer who craves self respect and success to attend community events, help to organize them, buzz over them, and—despite blitzed nerves and staggering bowels—present and perform at them. We get through it. We bully ourselves into it. We dose ourselves with beta blockers. We drink. We become our own worst enemies for a night of validation and participation.

Even when a dentist kills an adored lion, and everyone is furious, there’s loftier righteousness to be had.

Now is the point in the story of Cecil the lion—amid non-stop news coverage and passionate social-media advocacy—when people get tired of hearing about Cecil the lion. Even if they hesitate to say it.

But Cecil fatigue is only going to get worse. On Friday morning, Zimbabwe’s environment minister, Oppah Muchinguri, called for the extradition of the man who killed him, the Minnesota dentist Walter Palmer. Muchinguri would like Palmer to be “held accountable for his illegal action”—paying a reported $50,000 to kill Cecil with an arrow after luring him away from protected land. And she’s far from alone in demanding accountability. This week, the Internet has served as a bastion of judgment and vigilante justice—just like usual, except that this was a perfect storm directed at a single person. It might be called an outrage singularity.

Most of the big names in futurism are men. What does that mean for the direction we’re all headed?

In the future, everyone’s going to have a robot assistant. That’s the story, at least. And as part of that long-running narrative, Facebook just launched its virtual assistant. They’re calling it Moneypenny—the secretary from the James Bond Films. Which means the symbol of our march forward, once again, ends up being a nod back. In this case, Moneypenny is a send-up to an age when Bond’s womanizing was a symbol of manliness and many women were, no matter what they wanted to be doing, secretaries.

Why can’t people imagine a future without falling into the sexist past? Why does the road ahead keep leading us back to a place that looks like the Tomorrowland of the 1950s? Well, when it comes to Moneypenny, here’s a relevant datapoint: More than two thirds of Facebook employees are men. That’s a ratio reflected among another key group: futurists.

Forget credit hours—in a quest to cut costs, universities are simply asking students to prove their mastery of a subject.

MANCHESTER, Mich.—Had Daniella Kippnick followed in the footsteps of the hundreds of millions of students who have earned university degrees in the past millennium, she might be slumping in a lecture hall somewhere while a professor droned. But Kippnick has no course lectures. She has no courses to attend at all. No classroom, no college quad, no grades. Her university has no deadlines or tenure-track professors.

Instead, Kippnick makes her way through different subject matters on the way to a bachelor’s in accounting. When she feels she’s mastered a certain subject, she takes a test at home, where a proctor watches her from afar by monitoring her computer and watching her over a video feed. If she proves she’s competent—by getting the equivalent of a B—she passes and moves on to the next subject.

During the multi-country press tour for Mission Impossible: Rogue Nation, not even Jon Stewart has dared ask Tom Cruise about Scientology.

During the media blitz for Mission Impossible: Rogue Nation over the past two weeks, Tom Cruise has seemingly been everywhere. In London, he participated in a live interview at the British Film Institute with the presenter Alex Zane, the movie’s director, Christopher McQuarrie, and a handful of his fellow cast members. In New York, he faced off with Jimmy Fallon in a lip-sync battle on The Tonight Show and attended the Monday night premiere in Times Square. And, on Tuesday afternoon, the actor recorded an appearance on The Daily Show With Jon Stewart, where he discussed his exercise regimen, the importance of a healthy diet, and how he still has all his own hair at 53.

Stewart, who during his career has won two Peabody Awards for public service and the Orwell Award for “distinguished contribution to honesty and clarity in public language,” represented the most challenging interviewer Cruise has faced on the tour, during a challenging year for the actor. In April, HBO broadcast Alex Gibney’s documentary Going Clear, a film based on the book of the same title by Lawrence Wright exploring the Church of Scientology, of which Cruise is a high-profile member. The movie alleges, among other things, that the actor personally profited from slave labor (church members who were paid 40 cents an hour to outfit the star’s airplane hangar and motorcycle), and that his former girlfriend, the actress Nazanin Boniadi, was punished by the Church by being forced to do menial work after telling a friend about her relationship troubles with Cruise. For Cruise “not to address the allegations of abuse,” Gibney said in January, “seems to me palpably irresponsible.” But in The Daily Show interview, as with all of Cruise’s other appearances, Scientology wasn’t mentioned.

The Wall Street Journal’s eyebrow-raising story of how the presidential candidate and her husband accepted cash from UBS without any regard for the appearance of impropriety that it created.

The Swiss bank UBS is one of the biggest, most powerful financial institutions in the world. As secretary of state, Hillary Clinton intervened to help it out with the IRS. And after that, the Swiss bank paid Bill Clinton $1.5 million for speaking gigs. TheWall Street Journal reported all that and more Thursday in an article that highlights huge conflicts of interest that the Clintons have created in the recent past.

The piece begins by detailing how Clinton helped the global bank.

“A few weeks after Hillary Clinton was sworn in as secretary of state in early 2009, she was summoned to Geneva by her Swiss counterpart to discuss an urgent matter. The Internal Revenue Service was suing UBS AG to get the identities of Americans with secret accounts,” the newspaper reports. “If the case proceeded, Switzerland’s largest bank would face an impossible choice: Violate Swiss secrecy laws by handing over the names, or refuse and face criminal charges in U.S. federal court. Within months, Mrs. Clinton announced a tentative legal settlement—an unusual intervention by the top U.S. diplomat. UBS ultimately turned over information on 4,450 accounts, a fraction of the 52,000 sought by the IRS.”

The Islamic State is no mere collection of psychopaths. It is a religious group with carefully considered beliefs, among them that it is a key agent of the coming apocalypse. Here’s what that means for its strategy—and for how to stop it.

What is the Islamic State?

Where did it come from, and what are its intentions? The simplicity of these questions can be deceiving, and few Western leaders seem to know the answers. In December, The New York Times published confidential comments by Major General Michael K. Nagata, the Special Operations commander for the United States in the Middle East, admitting that he had hardly begun figuring out the Islamic State’s appeal. “We have not defeated the idea,” he said. “We do not even understand the idea.” In the past year, President Obama has referred to the Islamic State, variously, as “not Islamic” and as al-Qaeda’s “jayvee team,” statements that reflected confusion about the group, and may have contributed to significant strategic errors.

Some say the so-called sharing economy has gotten away from its central premise—sharing.

This past March, in an up-and-coming neighborhood of Portland, Maine, a group of residents rented a warehouse and opened a tool-lending library. The idea was to give locals access to everyday but expensive garage, kitchen, and landscaping tools—such as chainsaws, lawnmowers, wheelbarrows, a giant cider press, and soap molds—to save unnecessary expense as well as clutter in closets and tool sheds.

The residents had been inspired by similar tool-lending libraries across the country—in Columbus, Ohio; in Seattle, Washington; in Portland, Oregon. The ethos made sense to the Mainers. “We all have day jobs working to make a more sustainable world,” says Hazel Onsrud, one of the Maine Tool Library’s founders, who works in renewable energy. “I do not want to buy all of that stuff.”

An attack on an American-funded military group epitomizes the Obama Administration’s logistical and strategic failures in the war-torn country.

Last week, the U.S. finally received some good news in Syria:.After months of prevarication, Turkey announced that the American military could launch airstrikes against Islamic State positions in Syria from its base in Incirlik. The development signaled that Turkey, a regional power, had at last agreed to join the fight against ISIS.

The announcement provided a dose of optimism in a conflict that has, in the last four years, killed over 200,000 and displaced millions more. Days later, however, the positive momentum screeched to a halt. Earlier this week, fighters from the al-Nusra Front, an Islamist group aligned with al-Qaeda, reportedly captured the commander of Division 30, a Syrian militia that receives U.S. funding and logistical support, in the countryside north of Aleppo. On Friday, the offensive escalated: Al-Nusra fighters attacked Division 30 headquarters, killing five and capturing others. According to Agence France Presse, the purpose of the attack was to obtain sophisticated weapons provided by the Americans.